{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Masking Data With Py-ART Gatefilters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This notebook gives examples on how to use a Py-ART GateFilter object to mask data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "## You are using the Python ARM Radar Toolkit (Py-ART), an open source\n",
      "## library for working with weather radar data. Py-ART is partly\n",
      "## supported by the U.S. Department of Energy as part of the Atmospheric\n",
      "## Radiation Measurement (ARM) Climate Research Facility, an Office of\n",
      "## Science user facility.\n",
      "##\n",
      "## If you use this software to prepare a publication, please cite:\n",
      "##\n",
      "##     JJ Helmus and SM Collis, JORS 2016, doi: 10.5334/jors.119\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# First import needed modules.\n",
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pyart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the radar file.\n",
    "radar = pyart.io.read(\"sgpxsaprcmacsurI5.c1.20171004.203018.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['total_power', 'reflectivity', 'velocity', 'spectrum_width', 'differential_reflectivity', 'specific_differential_phase', 'cross_correlation_ratio', 'normalized_coherent_power', 'differential_phase', 'xsapr_clutter', 'sounding_temperature', 'height', 'signal_to_noise_ratio', 'velocity_texture', 'gate_id', 'simulated_velocity', 'corrected_velocity', 'unfolded_differential_phase', 'corrected_differential_phase', 'filtered_corrected_differential_phase', 'corrected_specific_diff_phase', 'filtered_corrected_specific_diff_phase', 'corrected_differential_reflectivity', 'corrected_reflectivity', 'height_over_iso0', 'specific_attenuation', 'path_integrated_attenuation', 'specific_differential_attenuation', 'path_integrated_differential_attenuation', 'rain_rate_A'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See what moments are present.\n",
    "radar.fields.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# When plotting, we can see second trip echoes present as well as nonhydrometeor echoes.\n",
    "fig = plt.figure(figsize=[8, 8])\n",
    "display = pyart.graph.RadarMapDisplay(radar)\n",
    "display.plot_ppi_map('reflectivity', sweep=2, resolution='50m',\n",
    "                     vmin=-8, vmax=64, min_lon=-98.25, max_lon=-96.75,\n",
    "                     min_lat=35.75, max_lat=37.25,\n",
    "                     projection=ccrs.PlateCarree())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# When both displaying and analyzing such data, it is desirable to remove such echoes.\n",
    "# Py-ART provides the GateFilter class for doing such filtering.\n",
    "gatefilter = pyart.filters.GateFilter(radar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The below example shows how you can use a gatefilter to exclude values where gate_id is\n",
    "# equal to a certain value. (You can exclude values based on conditions from multiple\n",
    "# fields. In this example, we are excluding regions identified as second trip echoes\n",
    "# (gate_id = 0), nonhydrometeors (gate_id = 1), and clutter (gate_id = 2).\n",
    "gatefilter.exclude_equal('gate_id',0)\n",
    "gatefilter.exclude_equal('gate_id',3)\n",
    "gatefilter.exclude_equal('gate_id',5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The gatefilter can be then be specified as an input to plot_ppi_map()\n",
    "# As you can see, much cleaner with the clutter removed.\n",
    "fig = plt.figure(figsize=[8, 8])\n",
    "display = pyart.graph.RadarMapDisplay(radar)\n",
    "display.plot_ppi_map('reflectivity', sweep=2, resolution='50m',\n",
    "                     vmin=-8, vmax=64, min_lon=-98.25, max_lon=-96.75,\n",
    "                     min_lat=35.75, max_lat=37.25,\n",
    "                     projection=ccrs.PlateCarree(),\n",
    "                     gatefilter=gatefilter)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's reset the gatefilter and try another method.\n",
    "gatefilter = pyart.filters.GateFilter(radar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets remove reflectivity values below a threshold.\n",
    "gatefilter.exclude_below('reflectivity', 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Here we see reflectivity values below zero masked.\n",
    "fig = plt.figure(figsize=[8, 8])\n",
    "display = pyart.graph.RadarMapDisplay(radar)\n",
    "display.plot_ppi_map('reflectivity', sweep=2, resolution='50m',\n",
    "                     vmin=-8, vmax=64, min_lon=-98.25, max_lon=-96.75,\n",
    "                     min_lat=35.75, max_lat=37.25,\n",
    "                     projection=ccrs.PlateCarree(),\n",
    "                     gatefilter=gatefilter)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.9344453454202706, -0.620691732853737, -2.3756584054113996, -5.597935968662154, -7.696735014111216, -9.061894569912447, -9.721673265240488, -10.086695918593689, -10.33930700509078, -10.599363169483158, -10.836875745223637, -11.051601529570966, -11.22435547210836, -11.378109469982695, -11.553820234067336, -11.648943841665002, -11.837593740986444, -12.049614721040282, -12.331202567459613, -12.585432697375357, -12.87002341270722, -12.993012637722325, -13.061966001642219, -13.122799449619672]\n",
      "[6.861035552720102, 6.74608994279257, 6.148801770281325, 5.70860719727862, 5.989513966551444, 5.188644935344827, 4.89301878240611, 5.172644371021923, 5.79879842243138, 4.912806090219976, 4.766281467013889, 4.920522471877334, 4.898600907318164, 4.971026055481874, 5.110503947133682, 5.094456418731509, 5.0822160050675675, 5.036430544969512, 5.259332430219459, 5.2438254054588604, 5.473482666015625, 5.574283685503023, 5.866719139946832, 5.771468742643597]\n"
     ]
    }
   ],
   "source": [
    "# The structure of the gatefilter includes boolean arrays of the same shape as the radar\n",
    "# fields that tell you whether a gate is excluded (gatefilter.gate_excluded) or included\n",
    "# (gatefilter.gate_included). These can be used to do calculations on the data that\n",
    "# include the filter. For example, if we want to get the mean reflectivity of each sweep, we can do:\n",
    "refl_array = np.ma.masked_where(gatefilter.gate_included == False, radar.fields['reflectivity']['data'])\n",
    "reflectivity_w_mask = [refl_array[x].mean() for x in radar.iter_slice()]\n",
    "reflectivity = [radar.fields['reflectivity']['data'][x].mean() for x in radar.iter_slice()]\n",
    "print(reflectivity)\n",
    "print(reflectivity_w_mask)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
